First-party data
Malaysian Ad Angles by Vertical (2026)
Which creative angle each Malaysian vertical over-indexes on against the national baseline, measured across 222,921 running ads in 18 verticals, with the full matrix as a free CSV.
Updated October 2026 · AdPlay.ai Team
Every Malaysian vertical leads on the same angle, so the useful question is which one it runs MORE than the market does. Measured across 222,921 Malaysian ads running as at their last check on 25 August 2026, beauty and personal care carries a before-and-after angle on 15.8% of its ads against a national 6.3%, an index of 2.51. Healthcare over-indexes on testimonial at 2.14 times the national rate and education on case study at 4 times. Angles are model-assigned and multi-label, so an ad carries several and these are shares of ads carrying a label rather than slices of a pie.
Ask what creative works in a Malaysian vertical and you will be told to use social proof, or video, or a discount. That is true of every vertical, which is another way of saying it is not an answer. This page publishes the index instead: how much more, or less, a vertical uses each angle than the whole Malaysian market does. It is the measurement the category pages on this site were carrying hand-set estimates for.
The national baseline, which is the boring half
Across every running Malaysian ad, showcase leads at 70%, discount or offer follows at 44.6% and feature callout at 40.5%. Social proof is 18.1% and testimonial 12.5%. That ranking is the same in almost every vertical, which is exactly why publishing it as advice would be useless. If your category leads on discounts and so does everyone else's, you have learned nothing about your category. The reason these do not add to anything is worth stating plainly. An ad can carry several angles at once, and most do, so each figure is the share of ads carrying that label rather than a slice of a whole. Anyone turning this into a pie chart is drawing a picture of something that does not exist. Coverage is close to total. 222,656 of 222,921 running Malaysian ads carry at least one angle label, and 222,608 of those carry one this study reports on. The gap, 48 ads, is the tail of labels the model emits that our controlled vocabulary does not name, and it is published as a size rather than glossed over.
| Angle | Ads carrying it | Share of running ads |
|---|---|---|
| Showcase | 155,959 | 70% |
| Discount or Offer | 99,362 | 44.6% |
| Feature Callout | 90,244 | 40.5% |
| Social Proof | 40,389 | 18.1% |
| Announcement | 36,750 | 16.5% |
| Explainer | 34,304 | 15.4% |
| Testimonial | 27,773 | 12.5% |
| UGC | 25,259 | 11.3% |
| Question | 24,562 | 11% |
| Before and After | 13,948 | 6.3% |
| Comparison | 13,054 | 5.9% |
| Native | 11,166 | 5% |
What each vertical does more than the market does
The index is the whole page. It divides a vertical's share of an angle by the national share of the same angle, so one is the market rate and two means twice as likely. Beauty and personal care runs a before-and-after angle on 15.8% of its ads against 6.3% nationally, an index of 2.51. Healthcare runs testimonial on 26.8% against 12.5%, an index of 2.14. Education runs case study on 6.8% against 1.7%, an index of 4. Food and beverage over-indexes on founder story at 2.14. None of that is a recommendation. Prevalence is not performance, and this archive holds creative metadata with no spend attached, so a vertical that leans on an angle may be leaning on it because it works or because everyone in it copies everyone else. What the index gives you is a map of where your category's creative already crowds, which is a different and more useful thing than a list of best practices. The software and finance rows carry the largest indices on the page and the smallest practical meaning: both over-index on an interface angle, which is what a screenshot of a product is, and almost nothing outside those two verticals is a screenshot.
| Vertical | Angle it over-indexes on | Share in vertical | National share | Index |
|---|---|---|---|---|
| App / Software | Interface | 6.8% | 0.4% | 17 |
| Finance | Interface | 2.7% | 0.4% | 6.75 |
| Education | Case Study | 6.8% | 1.7% | 4 |
| Electronics / Tech | Interface | 1.2% | 0.4% | 3 |
| Beauty / Personal Care | Before and After | 15.8% | 6.3% | 2.51 |
| Services | Case Study | 3.7% | 1.7% | 2.18 |
| Food / Beverage | Founder Story | 1.5% | 0.7% | 2.14 |
| Healthcare | Testimonial | 26.8% | 12.5% | 2.14 |
| Real Estate | Case Study | 3.4% | 1.7% | 2 |
| Kids | Brand Story | 5.2% | 3% | 1.73 |
| Consumer Goods | Testimonial | 20% | 12.5% | 1.6 |
| Transport | Comparison | 9.3% | 5.9% | 1.58 |
| Fitness | Testimonial | 18.9% | 12.5% | 1.51 |
| Travel | Interface | 0.6% | 0.4% | 1.5 |
| Sports / Outdoor | Brand Story | 4.2% | 3% | 1.4 |
| Home / Garden | Feature Callout | 53.5% | 40.5% | 1.32 |
| Clothing / Apparel | Showcase | 90.1% | 70% | 1.29 |
| Retail / Marketplace | Announcement | 19.4% | 16.5% | 1.18 |
Format is a weaker signal than angle, and the reason is mechanical
Nationally, video is 48.5% of running Malaysian ads and static image 30.3%. Beneath them the carousel variants and Meta's dynamic formats divide the rest. Format separates verticals far less than angle does, and part of that is a data boundary rather than a market fact. Meta's own field distinguishes several near-identical carousel spellings, and our own write path records dynamic creative differently depending on which service wrote the document, so the line between a dynamic ad and a static one is partly a question of who ingested it. The video and static split is best read as a range rather than a point. The one format read that survives that caveat is the size of video. Nearly half of everything running in Malaysia is video, which is a much higher share than most published Malaysian creative advice assumes, and it holds across verticals rather than being driven by one or two.
| Format | Ads | Share of running ads |
|---|---|---|
| Video | 108,082 | 48.5% |
| Static image | 67,610 | 30.3% |
| Dynamic | 22,417 | 10.1% |
| Carousel, multi-image | 9,229 | 4.1% |
| Carousel | 8,506 | 3.8% |
| Dynamic product ads | 6,706 | 3% |
| Page like | 112 | 0.1% |
| Carousel, mixed media | 82 | 0% |
| Carousel, multi-video | 36 | 0% |
| Event | 29 | 0% |
What the vocabulary cannot name
Two limits belong on the page rather than in a footnote. The angle labels are assigned by a model reading the creative, not declared by the advertiser. They are a consistent reading rather than a truth, and a consistent reading is enough for an index, where both sides of the division carry the same bias, while being nowhere near enough for a decimal-point claim about a single ad. And the vocabulary drifts. The list of angles and formats in this repository is a copy of the classifier's, and copies rot: building this study found the format list carrying five values where the index emits ten, which had been silently dropping a whole carousel variant from every format cut, and the industry list missing a long tail of spelling variants of categories it already covers. Those variants carry a negligible number of ads between them, and every one of them ships in the CSV under its own dimension, so the drift is visible rather than assumed away.
Reuse this data
The full matrix is one CSV under CC BY 4.0, free to reuse including commercially with attribution to AdPlay.ai. The page shows one row per vertical; the file carries every angle and every format for every vertical measured, each row naming whether its label came from Meta's own field or from a model, plus the coverage arithmetic and the vocabulary drift rows.
By the numbers
Frequently asked questions
What creative angle works best for my industry in Malaysia?
This page cannot tell you that, and neither can anything else built on an ad archive. It measures how often an angle is used, not how well it performed, because the archive holds creative metadata and no spend or results data. What it does show is which angle your category already crowds around, which is useful for deciding whether to join that crowd or leave it.
Which Malaysian vertical uses before-and-after ads the most?
Beauty and personal care, at 15.8% of its running ads against a national 6.3%, an index of 2.51 times the market rate. Malaysian advertising rules treat before-and-after imagery as a restricted claim in several categories, so the gap between beauty and everything else is partly a compliance boundary rather than a creative preference.
Why do the angle percentages add up to more than a hundred?
Because an ad can carry several angles at once and most do. Each figure is the share of ads carrying that label, not a slice of a whole, so the column sums past a hundred by construction. The display format column is different: formats are exclusive, so that one sums toward a hundred.
How much Malaysian Meta advertising is video?
48.5% of Malaysian ads running as at their last check are video, against 30.3% static image, with carousel and Meta's dynamic formats dividing the rest. The boundary between the dynamic and static formats is partly determined by which of our services ingested the ad, so treat that split as a range.
Where do these angle labels come from?
A model reads each creative and assigns labels from a fixed vocabulary. They are not declared by the advertiser and not verified by hand. That makes them a consistent reading rather than a fact about any single ad, which is why every number here is an index over thousands of ads rather than a claim about one.
Is anything missing from these counts?
A little, and it is published. 222,656 running Malaysian ads carry an angle label of any kind and 222,608 carry one this study names, leaving 48 whose labels sit outside the reported vocabulary. The archive underneath is a tracked set rather than a census, so absolute counts are floors while shares are sound.
Can I use this to argue my category needs a different creative approach?
You can use it to show what your category currently does, with a source and a date, which is a stronger starting point than an assertion. What you cannot do with it is claim that a lower-indexed angle would perform better, because nothing here measures performance.
Can I reuse these figures?
Yes, under CC BY 4.0 with attribution to AdPlay.ai. Take them from the CSV rather than from the page, because the file carries the denominator, the label source and the method note for every row.
The data behind this page
Every figure on this page is a row in that file. Measured as at 2026-08-25. Published under Creative Commons Attribution 4.0, so reuse it with a credit to AdPlay.ai.
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